Due to time limit, we did not perform a hyperparameter sweep for our model. As described in the Appendix of [1]}, careful hyperparameter search is vital for its generation quality, and we would imagine that our approach works much better with hyperparameter tuning.
We directly used the hyperparameters for PPLM specified in their github repo https://github.com/uber-research/PPLM.
